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bert-base-dutch-cased-hebban-reviews5 – AI Model by BramVanroy | AlphaNeural AI

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BramVanroy/
bert-base-dutch-cased-hebban-reviews5

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text-classification

sentiment-analysis

BramVanroy/hebban-reviews

autotrain_compatible

endpoints_compatible

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bert-base-dutch-cased-hebban-reviews5

Dataset

dataset_name: BramVanroy/hebban-reviews
dataset_config: filtered_rating
dataset_revision: 2.0.0
labelcolumn: review_rating0
textcolumn: review_text_without_quotes

Training

optim: adamw_hf
learning_rate: 5e-05
per_device_train_batch_size: 64
per_device_eval_batch_size: 64
gradient_accumulation_steps: 1
max_steps: 5001
save_steps: 500
metric_for_best_model: qwk

Best checkedpoint based on validation

best_metric: 0.736704788874575
best_model_checkpoint: trained/hebban-reviews5/bert-base-dutch-cased/checkpoint-2000

Test results of best checkpoint

accuracy: 0.6071005917159763
f1: 0.6050857981600024
precision: 0.6167698094913165
qwk: 0.7455315835020534
recall: 0.6071005917159763

Confusion matrix

cfm

Normalized confusion matrix

norm cfm

Environment

cuda_capabilities: 8.0; 8.0
cuda_device_count: 2
cuda_devices: NVIDIA A100-SXM4-80GB; NVIDIA A100-SXM4-80GB
finetuner_commit: 8159b4c1d5e66b36f68dd263299927ffb8670ebd
platform: Linux-4.18.0-305.49.1.el8_4.x86_64-x86_64-with-glibc2.28
python_version: 3.9.5
toch_version: 1.10.0
transformers_version: 4.21.0